Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CTRAN | 99.42 | No | CTRAN: CNN-Transformer-based Network for Natural... | 2023-03-19 | Code |
| 2 | Stack-Propagation (+BERT) | 99 | No | A Stack-Propagation Framework with Token-Level I... | 2019-09-05 | Code |
| 3 | JointBERT-CAE | 98.3 | No | - | - | Code |
| 4 | AGIF | 98.1 | No | AGIF: An Adaptive Graph-Interactive Framework fo... | 2020-04-21 | Code |
| 5 | Stack-Propagation | 98 | No | A Stack-Propagation Framework with Token-Level I... | 2019-09-05 | Code |
| 6 | LIDSNet | 98 | No | LIDSNet: A Lightweight on-device Intent Detectio... | 2021-10-06 | - |
| 7 | SF-ID | 97.43 | No | A Novel Bi-directional Interrelated Model for Jo... | 2019-06-30 | Code |
| 8 | SF-ID (BLSTM) network | 97.43 | No | A Novel Bi-directional Interrelated Model for Jo... | 2019-06-30 | Code |
| 9 | Capsule-NLU | 97.3 | No | Joint Slot Filling and Intent Detection via Caps... | 2018-12-22 | Code |
| 10 | Slot-Gated BLSTM with Attension | 97 | No | - | - | Code |